--- tags: - setfit - sentence-transformers - text-classification - generated_from_setfit_trainer widget: - text: What is the function of the Centralized Support Office? - text: How does Corporate Social Performance affect market competitiveness? - text: Do Chief General Managers have the authority to approve large loans in a bank? - text: How does LUMINOUS FORCE impact interest rates for borrowers? - text: How does a Debenture Trustee ensure timely interest payments to investors? metrics: - accuracy pipeline_tag: text-classification library_name: setfit inference: true base_model: sentence-transformers/paraphrase-mpnet-base-v2 model-index: - name: SetFit with sentence-transformers/paraphrase-mpnet-base-v2 results: - task: type: text-classification name: Text Classification dataset: name: Unknown type: unknown split: test metrics: - type: accuracy value: 0.8847755668671912 name: Accuracy --- # SetFit with sentence-transformers/paraphrase-mpnet-base-v2 This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [sentence-transformers/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification. The model has been trained using an efficient few-shot learning technique that involves: 1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning. 2. Training a classification head with features from the fine-tuned Sentence Transformer. ## Model Details ### Model Description - **Model Type:** SetFit - **Sentence Transformer body:** [sentence-transformers/paraphrase-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-mpnet-base-v2) - **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance - **Maximum Sequence Length:** 512 tokens - **Number of Classes:** 360 classes ### Model Sources - **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit) - **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055) - **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit) ### Model Labels | Label | Examples | |:--------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | IB Golden Ager Term Deposit Product for Super Senior Citizens | | | DEAF Transaction List | | | Unleash your Entrepreneurial Skills with Indian Bank’s MSME Loans | | | IB Home Improve | | | Lab Grown Diamond Scheme | | | Reverse Mortgage | | | Bank’s Profile | | | PMMY-MUDRA-Tarun Plus | | | Deposit Rates | | | IB i-Freedom Current Account | | | Nodal Officers RBI Integrated Ombudsman Scheme, 2021 | | | SB for students under govt scholarship & SB for DBT | | | Fixed Deposit | | | Privacy Policy IndOASIS | | | Welcome aboard! | | | Loan/OD/Credit Card against Deposit | | | FCNR (B) DEPOSITS Rates | | | Lending rates | | | Press Releases | | | Defending Against Rising Online Frauds: Stay Cyber-Safe! | | | Weaver MUDRA | | | Investor Grievances | | | Vision and Mission | | | IND SAMPOORNA SALARY PACKAGE | | | Disclosures | | | IB Vidyarthi Suraksha (With PNB-Metlife) | | | Digital Banking Unit: Shaping the Financial Future of India | | | Wealth Management Services | | | IND Millionaire Recurring Deposit Account NRE | | | Service Charges | | | Audio/ Video Recording/Concall Transcripts | | | What’s New? | | | IB Plot Loan | | | TERMS AND CONDITIONS-TERM DEPOSIT ACCOUNT | | | IMAGE Email Id’s | | | Service Charges / Forex Rates | | | Chief General Managers | | | Bharat Aadhaar Seeding Enabler | | | Customer On-Boarding using TAB | | | N R I / Foreign Exchange | | | Financial Inclusion in India: Filling the Void | | | IND EQUIPMENT & WHEELS (CE/CV) scheme | | | Indian Bank Debit Card Shopping Perks | | | IND Krishi Vaahan | | | What is a Credit Score and How it Shapes Financial Health | | | Designated Authority for Whistle Blower Complaints | | | IND Rupee Gain | | | F.A.Qs | | | New Pension Scheme as an avenue for Tax Savings | | | Termination Clause Mobile Banking (IndSmart) | | | Current Account | | | CENTRAL BANK DIGITAL CURRENCY (CBDC) -Indian Bank Digital Rupee Application | | | NPS VATSALYA | | | IMAGE Computer Centre | | | Account Opening Forms NRI | | | Doorstep Banking | | | Digital Insurance Platform | | | How to Save Tax 101: A Comprehensive Guide to Tax Saving Investment Options | | | Recurring Deposit | | | IND MSME VEHICLE | | | “New SB Product for Pensioners” IND PENSION PRIME | | | IB CORP SB Payroll Package Scheme for Salaried Class | | | Block Lost ATM Card | | | IB Sammaan | | | IB PROFESSIONAL | | | Credit Life Insurance Coverages in association with M/s. Aditya Birla Sun Life Insurance | | | V-CIP | | | IND Micro Food Processing Enterprises- (PMFME) | | | Kisan Credit Card (KCC) | | | SELF HELP GROUP (SHG) SHAKTI | | | New SB Product for Salaried Customers IND SALARY SURAKSHA | | | Another Option for Pension | | | NRI and Forex | | | Investor / Analyst Presentation | | | Customer Centric Services | | | IMAGE Training Philosophy | | | NRI Home Loan | | | Interest Rates on Personal Segment Loan Products: Floating | | | Annual General Meeting | | | Nomination: A Must Have in Your Accounts | | | Media Speaks | | | Debit Cards | | | The Convenience Revolution: Mobile Banking Explained | | | SB FOR CENTRAL / STATE GOVERNMENT / CONSULAR OFFICES & IND PFMS | | | Education Loan Subsidy Schemes | | | IB MSME Jewel Loan | | | IMAGE | | | Foreign Branches | | | IB Home Loan Flexi | | | INDIAN BANK MUTUAL FUND | | | MD & CEO Speeches / Media Interaction | | | Extraordinary General Meetings | | | Loan for Purchase of “Van / Minibus / Bus / Ambulance” to Institutions / Firms / PSU / Company / Hospitals | | | IMPORTANT TERMS AND CONDITIONS SB | | | External Sites | | | PMSurya Ghar: Muft Bijli Yojana Roof Top Solar Loan Scheme | | | Tab Banking | | | Welfare of Minorities | | | MSME AUTO RENEWAL | | | IND PASHUDHAN Mitra- Animal Husbandry Infrastructure Development Fund (AHIDF) | | | Customer Complaints / Awareness | | | MSME | | | IB Tradewell | | | Don’t Be a Money Mule: Protect Yourself from Fraud | | | Digitizing the Indian Banking Experience | | | Colombo Branch | | | Say No to Queues and Yes to Fastag!!!!! | | | Quick Contact | | | Dairy Loan | | | NRI Plot Loan | | | Event Updates/ Newspaper Advertisement | | | IND-SURYA SHAKTI | | | Careers | | | Tarun Plus Scheme | | | Lending rates for RMD | | | How-to Videos Internet Banking | | | Ind Mortgage | | | What and How of Phishing | | | Policies and Regulations | | | Capital Gains | | | Subsidiaries and Joint Ventures | | | IMAGE Principal’s Message | | | IND COURT | | | IB Tax Saver Scheme | | | Services rendered free of charge | | | Ind Netbanking | | | IND Non-Callable Deposit | | | General Managers | | | Supply Chain Finance | | | Business Responsibility and Sustainability Report | | | Privacy Policy IB Merchant App | | | Financing Agriculturists for Purchase of Tractors & Other Farm Machinery | | | NRE FD/ MMD/ RD ACCOUNTS | | | Corporate Governance Reports | | | Welcome to a New Year of Good Returns with Ind-Swagat | | | Best Practices code of the Bank | | | Savings Bank Account | | | Important Contacts | | | Chief Vigilance Officer | | | E Confirmation of Bank Guarantee | | | Indian Bank One Co-Branded Credit Card | | | Privacy Policy Digital Currency | | | Common Account Opening Form-Non Individuals | | | Shareholding Pattern | | | Security | | | IND SUPREME 300 DAYS | | | Find the Best Avenues for Tax Savings with Indian Bank | | | Interest Rates for Small Savings Schemes | | | NRE and RFC SB interest Rates | | | Loyalty Program Delights: Unlocking Special Rewards for Your Loyalty | | | Debenture Trustee | | | IndSMART: Indian Bank’s Omni channel Mobile App | | | SHG Bank Linkage Programme Direct Linkage to SHGs | | | IB MY OWN SHOP | | | Scheme on financing Manufacturers / Suppliers / Vendors of Solar panels and other ancillary products | | | IND PM Vishwakarma | | | OD against Gold Jewels | | | Ind Jet Remit (RTGS) | | | IND Professional Special | | | Positive Pay System (PPS) | | | Corporate Governance | | | Financial Results | | | Indian Bank, IFSC Banking Unit, GIFT City | | | Important Notices to Shareholders / Bondholders | | | Indian Bank Financial Results | | | KCC Marine Gold Scheme | | | Corporate Social Responsiblity | | | IB Produce Marketing Loan Loan Against eNWRs | | | Annual Reports | | | Tenders / Auction | | | IB Vehicle Loan | | | SOVA Android Trojan ALERT!! | | | MCA Payment | | | WORKING CAPITAL | | | Online Collection Products | | | Application Downloads | | | WhatsApp Banking | | | Specialist Officers Exam Result (SO) | | | Interest Rates on Personal Segment Loan Products Fixed | | | Corporate credit | | | Login Procedure for Internet Banking | | | Forex Remittance Facility through Internet Banking- Retail | | | Empanelments / Engagements | | | IND-SME EASE | | | Awards & Accolades | | | SB Platinum Savings Bank Platinum Account with Sweep facility | | | Tap, Pay and Go: RuPay NCMC Card | | | BSBDA AND SMALL ACCOUNT | | | NRI INFO BEAM Monthly Newsletter | | | Re-KYC: Periodic Update of KYC Details | | | Indian Bank Annual Reports | | | Units of IMAGE | | | Lending rates for Retail Assets | | | Loan / OD against NSC / KVP / Relief bonds of RBI / LIC policies | | | Azadi Ka Amrit Mahotsav #TogetherforBiggerThings | | | Forex Rates for Treasury | | | Credit Cards | | | IB Pension Loan | | | Managing Director & CEO’s Profile | | | Variable Recurring Deposit | | | NETC FASTag | | | Merchant UPI QR Code | | | Interest Rate for Agri Products | | | Regulatory Disclosures Section | | | Ind Advantage (Reward Program) | | | Head Office Departments | | | One Time Settlement for NPA Borrowers (eOTS) | | | IB Mahila Shakti For Women | | | Remittance To India | | | e Payment of Indirect Taxes | | | Fixed ROI for Retail Loans | | | Salary Loan IB Clean Loan to Salaried Class | | | Indian Bank Prepaid Card App Terms and Conditions | | | IBEX GOLD CARD SCHEME (GCS) FOR EXPORTERS | | | Jewel Loan | | | Life Insurance | | | Cyber Awareness Content | | | REPO Based Lending Rate for MSME | | | e-OD Against Deposit | | | How-to Videos Mobile Banking | | | IB Doctor Plus | | | Pre Approved Business Loan | | | Government Deposit Schemes | | | Interest Rates on SB / NRO / NRE Accounts | | | Home Loans: A Strategic Move to Preserve Your Savings | | | Internet banking | | | IB Star Agro Mills (Rice Mill, Dhal Mill, Oil Mill and Flour Mill) | | | Access Restricted | | | IndSMART Mobile Banking App Checksum | | | Kisan Credit Card (KCC) Animal Husbandry and Fisheries | | | IB CONTRACTORS | | | Government Sponsored Jan Suraksha Schemes: Trio Pack for Your Financial Security | | | Nodal Officers_Ombudsman Scheme,2022 | | | IND NAVYA | | | ATM / Debit Cards | | | IND GURUDEV | | | Investor Relations | | | IB COMFORT- DOMESTIC AND NRE | | | IND HEALTH CARE | | | Login procedure for Mobile Banking | | | Jaffna Branch | | | Privacy Policy Corporate Merchant App | | | Credit Life Insurance Coverages in Association with M/s. Kotak Life | | | IMAGE Contact Us | | | IndOASIS Terms and Conditions | | | Annual General Meetings and Extraordinary General Meetings | | | IB Home Loan Plus | | | Money multiplier Deposits | | | DISPLAY OF INFORMATION SECURED ASSETS POSSESSED UNDER THE SARFAESI ACT 2002 | | | Applications supported by Blocked Amount (ASBA) | | | National Common Mobility Card (NCMC) | | | Block Lost Credit Card | | | Doorstep Banking: Your Convenience, Our Priority | | | IndOASIS Checksum | | | Lending rates for Export Credit | | | MSME LAP | | | IB HARIT | | | Dividend Details | | | MACT SB | | | ONLINE SHISHU MUDRA LOAN | | | Premium Services | | | Home Loan to Corporate Entity | | | Agricultural Godowns / Cold Storage | | | PSB LOANS IN 59 MINUTES | | | LOAN AGAINST LEASE RENTALS | | | E-ALLAHABAD BANK | | | Special Non-Resident Rupee Account (SNRR) | | | “IND Corp SB Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | | | Sukanya Samriddhi Account Scheme | | | Jewel Loan: Unlock the Value of Your Gold for Financial Flexibility | | | IB Smart Kid | | | CONTACTS FOR QUERIES | | | Joint Liability Group (JLG) | | | TERM LOAN | | | KCC Gold Plus | | | NRE SB ACCOUNTS | | | e Payment of Direct Taxes | | | Open Online Account with Video-Based Customer Identification Process (V- CIP) | | | BE Safe in Your Cyber Behaviour | | | IND GST ADVANTAGE | | | Resident Foreign Currency account for Returning Indians | | | First Quarter Financial Results 2024-25 | | | FCNR (B) Accounts | | | Notifications | | | Capital Gains SB account | | | Whistle Blower Policy | | | IB RERA Current Account | | | Investor Guide / FAQ | | | Financial Inclusion | | | Corporate Blog | | | Savings Bank Account for Pensioners | | | Internet/Mobile/Tele Banking | | | Frequently Asked Questions Internet Banking and Mobile Banking | | | Agriculture Loan | | | IB Gen X For the Vibrant Youth | | | Death Claim Settlement | | | MSME DIGI Jewel Loan and Jewel Loan (Re-Pledge) | | | Motor Accident Claim Tribunal Deposit(MACAD) Scheme | | | NRI A/cs | | | Point of Sale (PoS) | | | Compressed Bio Gas plant financing under Sustainable alternative towards affordable Transportation | | | Non-Resident Ordinary Account | | | Service Charges on ATM Services | | | Featured Products / Services / Schemes | | | CORPORATE LOAN | | | IndSMART | | | IMPORTANT TERMS AND CONDITIONS CA | | | Details of Outstanding Tier 1 and Tier 2 Bonds | | | Stay Safe: Watch Out for Suspicious Files, APKs, and Links | | | IMAGE Infrastructure | | | Online Loans | | | IND KISAN SAUR SHAKTHI (PM KUSUM) Additional Component (Component C- Feeder level Solarisation) | | | BHIM Aadhaar Pay | | | Non-Life Insurance | | | Short Term Deposits | | | IND-SME E-VAAHAN | | | IB Home Loan | | | Sukanya Samriddhi Account | | | Privacy Policy Mobile Banking (IndSmart) | | | Important Communication regarding Amalgamation (Internet Banking / Mobile Banking) | | | Disclaimer | | | Add to your Financial Stability with IND Shakti 555 days | | | IND- KRISHI INFRA FUND (AGRICULTURE INFRA FUND) | | | Analyst Coverage on Bank’s Share Price | | | Ind Lakhpati Didi Scheme | | | Amalgamation | | | Home Loan Scheme for Economically Weaker Section (EWS), Low Income Group (LIG) and Middle Income Group (MIG) individuals: Urban Areas | | | IND SME Secure | | | Personal Loan | | | OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASH” | | | Agricultural Jewel Loan Scheme | | | Scheme for financing MSMEs for setting up Biomass Pellets manufacturing units | | | IB Education Loan (IBA) | | | IND SUPER 400 DAYS | | | Executive Director’s Profile | | | Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier Your Best Fit? | | | NEFT | | | IND MSME SAKHI | | | Investors Services Center | | | Terms and Conditions Indian Bank Digital Rupee | | | e-Allahabad Bank Journey | | | Food and Agro Processing | | | Premium Current Account | | | IB Loan against Sovereign Gold Bond | | | CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS | | | IB Kishore Savings Bank Account for Minors | | | Centralized Pension Processing Centre | | | IB HOME ENRICH | | | QIP WEBSITE DISCLAIMER | | | Disclosures made to Stock Exchanges | | | Statutory Central Auditors | | | Board of Directors | | | RFC TERM DEPOSIT Rates | | | Derivatives | | | Agri Clinic and Agri Business Centres | | | SMS Banking/ Missed Call Service | | | Nodal Officers- Customer service | | | SHG GRIHALAKSHMI (Housing Loan to SHG Members) | | | IB Salaam Special Account for Defence Personnel | | | Online Services | | ## Evaluation ### Metrics | Label | Accuracy | |:--------|:---------| | **all** | 0.8848 | ## Uses ### Direct Use for Inference First install the SetFit library: ```bash pip install setfit ``` Then you can load this model and run inference. ```python from setfit import SetFitModel # Download from the 🤗 Hub model = SetFitModel.from_pretrained("kneau007/my-classifier-3") # Run inference preds = model("What is the function of the Centralized Support Office?") ``` ## Training Details ### Training Set Metrics | Training set | Min | Median | Max | |:-------------|:----|:--------|:----| | Word count | 5 | 10.4925 | 17 | | Label | Training Sample Count | |:--------------------------------------------------------------------------------------------------------------------------------------|:----------------------| | ATM / Debit Cards | 26 | | Access Restricted | 26 | | Account Opening Forms NRI | 24 | | Add to your Financial Stability with IND Shakti 555 days | 22 | | Agri Clinic and Agri Business Centres | 26 | | Agricultural Godowns / Cold Storage | 22 | | Agricultural Jewel Loan Scheme | 25 | | Agriculture Loan | 22 | | Amalgamation | 29 | | Analyst Coverage on Bank’s Share Price | 22 | | Annual General Meeting | 24 | | Annual General Meetings and Extraordinary General Meetings | 24 | | Annual Reports | 26 | | Another Option for Pension | 24 | | Application Downloads | 26 | | Applications supported by Blocked Amount (ASBA) | 24 | | Audio/ Video Recording/Concall Transcripts | 27 | | Awards & Accolades | 24 | | Azadi Ka Amrit Mahotsav #TogetherforBiggerThings | 22 | | BE Safe in Your Cyber Behaviour | 27 | | BHIM Aadhaar Pay | 26 | | BSBDA AND SMALL ACCOUNT | 25 | | Bank’s Profile | 23 | | Best Practices code of the Bank | 25 | | Bharat Aadhaar Seeding Enabler | 25 | | Block Lost ATM Card | 25 | | Block Lost Credit Card | 27 | | Board of Directors | 23 | | Business Responsibility and Sustainability Report | 21 | | CA FOR STATE /CENTRAL GOVT & CONSULAR & IND PFMS | 28 | | CENTRAL BANK DIGITAL CURRENCY (CBDC) -Indian Bank Digital Rupee Application | 25 | | CONTACTS FOR QUERIES | 26 | | CORPORATE LOAN | 22 | | Capital Gains | 22 | | Capital Gains SB account | 27 | | Careers | 20 | | Centralized Pension Processing Centre | 26 | | Chief General Managers | 26 | | Chief Vigilance Officer | 26 | | Choosing the Right Term Deposit: Fixed, Recurring or Money Multiplier Your Best Fit? | 23 | | Colombo Branch | 23 | | Common Account Opening Form-Non Individuals | 22 | | Compressed Bio Gas plant financing under Sustainable alternative towards affordable Transportation | 25 | | Corporate Blog | 23 | | Corporate Governance | 23 | | Corporate Governance Reports | 25 | | Corporate Social Responsiblity | 26 | | Corporate credit | 22 | | Credit Cards | 26 | | Credit Life Insurance Coverages in Association with M/s. Kotak Life | 25 | | Credit Life Insurance Coverages in association with M/s. Aditya Birla Sun Life Insurance | 23 | | Current Account | 26 | | Customer Centric Services | 24 | | Customer Complaints / Awareness | 25 | | Customer On-Boarding using TAB | 24 | | Cyber Awareness Content | 24 | | DEAF Transaction List | 21 | | DISPLAY OF INFORMATION SECURED ASSETS POSSESSED UNDER THE SARFAESI ACT 2002 | 21 | | Dairy Loan | 26 | | Death Claim Settlement | 28 | | Debenture Trustee | 23 | | Debit Cards | 27 | | Defending Against Rising Online Frauds: Stay Cyber-Safe! | 23 | | Deposit Rates | 27 | | Derivatives | 27 | | Designated Authority for Whistle Blower Complaints | 24 | | Details of Outstanding Tier 1 and Tier 2 Bonds | 24 | | Digital Banking Unit: Shaping the Financial Future of India | 24 | | Digital Insurance Platform | 25 | | Digitizing the Indian Banking Experience | 15 | | Disclaimer | 20 | | Disclosures | 25 | | Disclosures made to Stock Exchanges | 26 | | Dividend Details | 25 | | Don’t Be a Money Mule: Protect Yourself from Fraud | 26 | | Doorstep Banking | 27 | | Doorstep Banking: Your Convenience, Our Priority | 22 | | E Confirmation of Bank Guarantee | 26 | | E-ALLAHABAD BANK | 24 | | Education Loan Subsidy Schemes | 23 | | Empanelments / Engagements | 23 | | Event Updates/ Newspaper Advertisement | 20 | | Executive Director’s Profile | 23 | | External Sites | 23 | | Extraordinary General Meetings | 25 | | F.A.Qs | 25 | | FCNR (B) Accounts | 24 | | FCNR (B) DEPOSITS Rates | 27 | | Featured Products / Services / Schemes | 27 | | Financial Inclusion | 25 | | Financial Inclusion in India: Filling the Void | 21 | | Financial Results | 23 | | Financing Agriculturists for Purchase of Tractors & Other Farm Machinery | 26 | | Find the Best Avenues for Tax Savings with Indian Bank | 26 | | First Quarter Financial Results 2024-25 | 29 | | Fixed Deposit | 24 | | Fixed ROI for Retail Loans | 24 | | Food and Agro Processing | 26 | | Foreign Branches | 30 | | Forex Rates for Treasury | 28 | | Forex Remittance Facility through Internet Banking- Retail | 23 | | Frequently Asked Questions Internet Banking and Mobile Banking | 23 | | General Managers | 24 | | Government Deposit Schemes | 20 | | Government Sponsored Jan Suraksha Schemes: Trio Pack for Your Financial Security | 21 | | Head Office Departments | 23 | | Home Loan Scheme for Economically Weaker Section (EWS), Low Income Group (LIG) and Middle Income Group (MIG) individuals: Urban Areas | 24 | | Home Loan to Corporate Entity | 25 | | Home Loans: A Strategic Move to Preserve Your Savings | 25 | | How to Save Tax 101: A Comprehensive Guide to Tax Saving Investment Options | 23 | | How-to Videos Internet Banking | 24 | | How-to Videos Mobile Banking | 23 | | IB Sammaan | 23 | | IB COMFORT- DOMESTIC AND NRE | 26 | | IB CONTRACTORS | 26 | | IB CORP SB Payroll Package Scheme for Salaried Class | 23 | | IB Doctor Plus | 26 | | IB Education Loan (IBA) | 22 | | IB Gen X For the Vibrant Youth | 24 | | IB Golden Ager Term Deposit Product for Super Senior Citizens | 22 | | IB HARIT | 28 | | IB HOME ENRICH | 24 | | IB Home Improve | 23 | | IB Home Loan | 21 | | IB Home Loan Flexi | 24 | | IB Home Loan Plus | 26 | | IB Kishore Savings Bank Account for Minors | 28 | | IB Loan against Sovereign Gold Bond | 22 | | IB MSME Jewel Loan | 25 | | IB MY OWN SHOP | 21 | | IB Mahila Shakti For Women | 21 | | IB PROFESSIONAL | 25 | | IB Pension Loan | 24 | | IB Plot Loan | 27 | | IB Produce Marketing Loan Loan Against eNWRs | 25 | | IB RERA Current Account | 24 | | IB Salaam Special Account for Defence Personnel | 24 | | IB Smart Kid | 23 | | IB Star Agro Mills (Rice Mill, Dhal Mill, Oil Mill and Flour Mill) | 19 | | IB Tax Saver Scheme | 26 | | IB Tradewell | 23 | | IB Vehicle Loan | 21 | | IB Vidyarthi Suraksha (With PNB-Metlife) | 21 | | IB i-Freedom Current Account | 27 | | IBEX GOLD CARD SCHEME (GCS) FOR EXPORTERS | 23 | | IMAGE | 25 | | IMAGE Computer Centre | 23 | | IMAGE Contact Us | 19 | | IMAGE Email Id’s | 21 | | IMAGE Infrastructure | 25 | | IMAGE Principal’s Message | 24 | | IMAGE Training Philosophy | 22 | | IMPORTANT TERMS AND CONDITIONS CA | 27 | | IMPORTANT TERMS AND CONDITIONS SB | 25 | | IND PM Vishwakarma | 25 | | IND COURT | 22 | | IND EQUIPMENT & WHEELS (CE/CV) scheme | 25 | | IND GST ADVANTAGE | 25 | | IND GURUDEV | 21 | | IND HEALTH CARE | 27 | | IND KISAN SAUR SHAKTHI (PM KUSUM) Additional Component (Component C- Feeder level Solarisation) | 25 | | IND Krishi Vaahan | 25 | | IND MSME SAKHI | 21 | | IND MSME VEHICLE | 22 | | IND Micro Food Processing Enterprises- (PMFME) | 23 | | IND Millionaire Recurring Deposit Account NRE | 22 | | IND NAVYA | 27 | | IND Non-Callable Deposit | 23 | | IND PASHUDHAN Mitra- Animal Husbandry Infrastructure Development Fund (AHIDF) | 26 | | IND Professional Special | 23 | | IND Rupee Gain | 24 | | IND SAMPOORNA SALARY PACKAGE | 28 | | IND SME Secure | 23 | | IND SUPER 400 DAYS | 26 | | IND SUPREME 300 DAYS | 23 | | IND- KRISHI INFRA FUND (AGRICULTURE INFRA FUND) | 25 | | IND-SME E-VAAHAN | 24 | | IND-SME EASE | 27 | | IND-SURYA SHAKTI | 23 | | INDIAN BANK MUTUAL FUND | 23 | | Important Communication regarding Amalgamation (Internet Banking / Mobile Banking) | 24 | | Important Contacts | 24 | | Important Notices to Shareholders / Bondholders | 26 | | Ind Advantage (Reward Program) | 23 | | Ind Jet Remit (RTGS) | 22 | | Ind Lakhpati Didi Scheme | 24 | | Ind Mortgage | 23 | | Ind Netbanking | 25 | | IndOASIS Terms and Conditions | 18 | | IndOASIS Checksum | 26 | | IndSMART | 24 | | IndSMART Mobile Banking App Checksum | 25 | | IndSMART: Indian Bank’s Omni channel Mobile App | 24 | | Indian Bank Annual Reports | 19 | | Indian Bank Debit Card Shopping Perks | 26 | | Indian Bank Financial Results | 18 | | Indian Bank One Co-Branded Credit Card | 24 | | Indian Bank Prepaid Card App Terms and Conditions | 26 | | Indian Bank, IFSC Banking Unit, GIFT City | 28 | | Interest Rate for Agri Products | 23 | | Interest Rates for Small Savings Schemes | 26 | | Interest Rates on Personal Segment Loan Products Fixed | 25 | | Interest Rates on Personal Segment Loan Products: Floating | 23 | | Interest Rates on SB / NRO / NRE Accounts | 26 | | Internet banking | 21 | | Internet/Mobile/Tele Banking | 23 | | Investor / Analyst Presentation | 28 | | Investor Grievances | 23 | | Investor Guide / FAQ | 23 | | Investor Relations | 24 | | Investors Services Center | 24 | | Jaffna Branch | 23 | | Jewel Loan | 26 | | Jewel Loan: Unlock the Value of Your Gold for Financial Flexibility | 24 | | Joint Liability Group (JLG) | 22 | | KCC Gold Plus | 22 | | KCC Marine Gold Scheme | 28 | | Kisan Credit Card (KCC) | 23 | | Kisan Credit Card (KCC) Animal Husbandry and Fisheries | 23 | | LOAN AGAINST LEASE RENTALS | 24 | | Lab Grown Diamond Scheme | 26 | | Lending rates | 23 | | Lending rates for Export Credit | 24 | | Lending rates for RMD | 21 | | Lending rates for Retail Assets | 28 | | Life Insurance | 25 | | Loan / OD against NSC / KVP / Relief bonds of RBI / LIC policies | 22 | | Loan for Purchase of “Van / Minibus / Bus / Ambulance” to Institutions / Firms / PSU / Company / Hospitals | 23 | | Loan/OD/Credit Card against Deposit | 23 | | Login Procedure for Internet Banking | 24 | | Login procedure for Mobile Banking | 25 | | Loyalty Program Delights: Unlocking Special Rewards for Your Loyalty | 27 | | MACT SB | 20 | | MCA Payment | 21 | | MD & CEO Speeches / Media Interaction | 21 | | MSME | 24 | | MSME AUTO RENEWAL | 26 | | MSME DIGI Jewel Loan and Jewel Loan (Re-Pledge) | 21 | | MSME LAP | 22 | | Managing Director & CEO’s Profile | 21 | | Media Speaks | 23 | | Merchant UPI QR Code | 22 | | Money multiplier Deposits | 26 | | Motor Accident Claim Tribunal Deposit(MACAD) Scheme | 26 | | N R I / Foreign Exchange | 23 | | NEFT | 21 | | NETC FASTag | 21 | | NPS VATSALYA | 25 | | NRE FD/ MMD/ RD ACCOUNTS | 23 | | NRE SB ACCOUNTS | 23 | | NRE and RFC SB interest Rates | 26 | | NRI A/cs | 22 | | NRI Home Loan | 28 | | NRI INFO BEAM Monthly Newsletter | 21 | | NRI Plot Loan | 25 | | NRI and Forex | 21 | | National Common Mobility Card (NCMC) | 25 | | New Pension Scheme as an avenue for Tax Savings | 26 | | New SB Product for Salaried Customers IND SALARY SURAKSHA | 24 | | Nodal Officers RBI Integrated Ombudsman Scheme, 2021 | 26 | | Nodal Officers- Customer service | 25 | | Nodal Officers_Ombudsman Scheme,2022 | 26 | | Nomination: A Must Have in Your Accounts | 24 | | Non-Life Insurance | 28 | | Non-Resident Ordinary Account | 26 | | Notifications | 22 | | OD against Gold Jewels | 22 | | ONLINE SHISHU MUDRA LOAN | 27 | | OVERDRAFT FACILITY IN SB SALARY A/C“IB INSTA CASH” | 23 | | One Time Settlement for NPA Borrowers (eOTS) | 27 | | Online Collection Products | 25 | | Online Loans | 22 | | Online Services | 24 | | Open Online Account with Video-Based Customer Identification Process (V- CIP) | 24 | | PMMY-MUDRA-Tarun Plus | 23 | | PMSurya Ghar: Muft Bijli Yojana Roof Top Solar Loan Scheme | 28 | | PSB LOANS IN 59 MINUTES | 26 | | Personal Loan | 21 | | Point of Sale (PoS) | 26 | | Policies and Regulations | 22 | | Positive Pay System (PPS) | 26 | | Pre Approved Business Loan | 26 | | Premium Current Account | 22 | | Premium Services | 26 | | Press Releases | 21 | | Privacy Policy Corporate Merchant App | 20 | | Privacy Policy Digital Currency | 25 | | Privacy Policy IB Merchant App | 24 | | Privacy Policy IndOASIS | 25 | | Privacy Policy Mobile Banking (IndSmart) | 22 | | QIP WEBSITE DISCLAIMER | 24 | | Quick Contact | 23 | | REPO Based Lending Rate for MSME | 26 | | RFC TERM DEPOSIT Rates | 20 | | Re-KYC: Periodic Update of KYC Details | 25 | | Recurring Deposit | 23 | | Regulatory Disclosures Section | 26 | | Remittance To India | 20 | | Resident Foreign Currency account for Returning Indians | 22 | | Reverse Mortgage | 25 | | SB FOR CENTRAL / STATE GOVERNMENT / CONSULAR OFFICES & IND PFMS | 20 | | SB Platinum Savings Bank Platinum Account with Sweep facility | 24 | | SB for students under govt scholarship & SB for DBT | 28 | | SELF HELP GROUP (SHG) SHAKTI | 26 | | SHG Bank Linkage Programme Direct Linkage to SHGs | 28 | | SHG GRIHALAKSHMI (Housing Loan to SHG Members) | 25 | | SMS Banking/ Missed Call Service | 20 | | SOVA Android Trojan ALERT!! | 26 | | Salary Loan IB Clean Loan to Salaried Class | 25 | | Savings Bank Account | 25 | | Savings Bank Account for Pensioners | 25 | | Say No to Queues and Yes to Fastag!!!!! | 21 | | Scheme for financing MSMEs for setting up Biomass Pellets manufacturing units | 24 | | Scheme on financing Manufacturers / Suppliers / Vendors of Solar panels and other ancillary products | 22 | | Security | 22 | | Service Charges | 25 | | Service Charges / Forex Rates | 23 | | Service Charges on ATM Services | 27 | | Services rendered free of charge | 25 | | Shareholding Pattern | 25 | | Short Term Deposits | 25 | | Special Non-Resident Rupee Account (SNRR) | 25 | | Specialist Officers Exam Result (SO) | 23 | | Statutory Central Auditors | 25 | | Stay Safe: Watch Out for Suspicious Files, APKs, and Links | 21 | | Subsidiaries and Joint Ventures | 24 | | Sukanya Samriddhi Account | 23 | | Sukanya Samriddhi Account Scheme | 24 | | Supply Chain Finance | 23 | | TERM LOAN | 24 | | TERMS AND CONDITIONS-TERM DEPOSIT ACCOUNT | 24 | | Tab Banking | 24 | | Tap, Pay and Go: RuPay NCMC Card | 24 | | Tarun Plus Scheme | 21 | | Tenders / Auction | 26 | | Termination Clause Mobile Banking (IndSmart) | 21 | | Terms and Conditions Indian Bank Digital Rupee | 22 | | The Convenience Revolution: Mobile Banking Explained | 24 | | Units of IMAGE | 23 | | Unleash your Entrepreneurial Skills with Indian Bank’s MSME Loans | 25 | | V-CIP | 24 | | Variable Recurring Deposit | 23 | | Vision and Mission | 25 | | WORKING CAPITAL | 23 | | Wealth Management Services | 26 | | Weaver MUDRA | 23 | | Welcome aboard! | 22 | | Welcome to a New Year of Good Returns with Ind-Swagat | 26 | | Welfare of Minorities | 23 | | What and How of Phishing | 27 | | What is a Credit Score and How it Shapes Financial Health | 20 | | WhatsApp Banking | 23 | | What’s New? | 21 | | Whistle Blower Policy | 25 | | e Payment of Direct Taxes | 25 | | e Payment of Indirect Taxes | 21 | | e-Allahabad Bank Journey | 22 | | e-OD Against Deposit | 23 | | “IND Corp SB Elite” Payroll package scheme for Salaried Class with bundled Group Personal Accidental Insurance (PAI) | 25 | | “New SB Product for Pensioners” IND PENSION PRIME | 27 | ### Training Hyperparameters - batch_size: (16, 16) - num_epochs: (1, 1) - max_steps: -1 - sampling_strategy: oversampling - num_iterations: 20 - body_learning_rate: (2e-05, 2e-05) - head_learning_rate: 2e-05 - loss: CosineSimilarityLoss - distance_metric: cosine_distance - margin: 0.25 - end_to_end: False - use_amp: False - warmup_proportion: 0.1 - l2_weight: 0.01 - seed: 42 - eval_max_steps: -1 - load_best_model_at_end: False ### Training Results | Epoch | Step | Training Loss | Validation Loss | |:------:|:-----:|:-------------:|:---------------:| | 0.0000 | 1 | 0.1742 | - | | 0.0023 | 50 | 0.1432 | - | | 0.0046 | 100 | 0.1385 | - | | 0.0069 | 150 | 0.1431 | - | | 0.0093 | 200 | 0.1246 | - | | 0.0116 | 250 | 0.1228 | - | | 0.0139 | 300 | 0.1167 | - | | 0.0162 | 350 | 0.1117 | - | | 0.0185 | 400 | 0.1115 | - | | 0.0208 | 450 | 0.0999 | - | | 0.0231 | 500 | 0.0942 | - | | 0.0255 | 550 | 0.0907 | - | | 0.0278 | 600 | 0.0846 | - | | 0.0301 | 650 | 0.0824 | - | | 0.0324 | 700 | 0.0832 | - | | 0.0347 | 750 | 0.0802 | - | | 0.0370 | 800 | 0.0829 | - | | 0.0393 | 850 | 0.076 | - | | 0.0417 | 900 | 0.0691 | - | | 0.0440 | 950 | 0.0745 | - | | 0.0463 | 1000 | 0.0708 | - | | 0.0486 | 1050 | 0.0663 | - | | 0.0509 | 1100 | 0.0643 | - | | 0.0532 | 1150 | 0.065 | - | | 0.0555 | 1200 | 0.0599 | - | | 0.0579 | 1250 | 0.0569 | - | | 0.0602 | 1300 | 0.0581 | - | | 0.0625 | 1350 | 0.0604 | - | | 0.0648 | 1400 | 0.0574 | - | | 0.0671 | 1450 | 0.0531 | - | | 0.0694 | 1500 | 0.0543 | - | | 0.0717 | 1550 | 0.0484 | - | | 0.0741 | 1600 | 0.0417 | - | | 0.0764 | 1650 | 0.0438 | - | | 0.0787 | 1700 | 0.0432 | - | | 0.0810 | 1750 | 0.043 | - | | 0.0833 | 1800 | 0.0436 | - | | 0.0856 | 1850 | 0.0457 | - | | 0.0880 | 1900 | 0.0405 | - | | 0.0903 | 1950 | 0.0401 | - | | 0.0926 | 2000 | 0.0381 | - | | 0.0949 | 2050 | 0.0414 | - | | 0.0972 | 2100 | 0.0352 | - | | 0.0995 | 2150 | 0.0389 | - | | 0.1018 | 2200 | 0.0399 | - | | 0.1042 | 2250 | 0.033 | - | | 0.1065 | 2300 | 0.0319 | - | | 0.1088 | 2350 | 0.0331 | - | | 0.1111 | 2400 | 0.03 | - | | 0.1134 | 2450 | 0.0292 | - | | 0.1157 | 2500 | 0.0343 | - | | 0.1180 | 2550 | 0.0301 | - | | 0.1204 | 2600 | 0.0334 | - | | 0.1227 | 2650 | 0.0257 | - | | 0.1250 | 2700 | 0.0326 | - | | 0.1273 | 2750 | 0.0303 | - | | 0.1296 | 2800 | 0.028 | - | | 0.1319 | 2850 | 0.0236 | - | | 0.1342 | 2900 | 0.0234 | - | | 0.1366 | 2950 | 0.0238 | - | | 0.1389 | 3000 | 0.0255 | - | | 0.1412 | 3050 | 0.0258 | - | | 0.1435 | 3100 | 0.0225 | - | | 0.1458 | 3150 | 0.0175 | - | | 0.1481 | 3200 | 0.0254 | - | | 0.1504 | 3250 | 0.0258 | - | | 0.1528 | 3300 | 0.022 | - | | 0.1551 | 3350 | 0.0268 | - | | 0.1574 | 3400 | 0.0222 | - | | 0.1597 | 3450 | 0.0186 | - | | 0.1620 | 3500 | 0.0217 | - | | 0.1643 | 3550 | 0.0187 | - | | 0.1666 | 3600 | 0.019 | - | | 0.1690 | 3650 | 0.0197 | - | | 0.1713 | 3700 | 0.022 | - | | 0.1736 | 3750 | 0.0195 | - | | 0.1759 | 3800 | 0.0204 | - | | 0.1782 | 3850 | 0.0196 | - | | 0.1805 | 3900 | 0.016 | - | | 0.1828 | 3950 | 0.0239 | - | | 0.1852 | 4000 | 0.019 | - | | 0.1875 | 4050 | 0.0174 | - | | 0.1898 | 4100 | 0.019 | - | | 0.1921 | 4150 | 0.0214 | - | | 0.1944 | 4200 | 0.0162 | - | | 0.1967 | 4250 | 0.0203 | - | | 0.1990 | 4300 | 0.0165 | - | | 0.2014 | 4350 | 0.0201 | - | | 0.2037 | 4400 | 0.0115 | - | | 0.2060 | 4450 | 0.018 | - | | 0.2083 | 4500 | 0.0175 | - | | 0.2106 | 4550 | 0.0186 | - | | 0.2129 | 4600 | 0.0165 | - | | 0.2152 | 4650 | 0.0151 | - | | 0.2176 | 4700 | 0.0165 | - | | 0.2199 | 4750 | 0.0145 | - | | 0.2222 | 4800 | 0.0155 | - | | 0.2245 | 4850 | 0.0141 | - | | 0.2268 | 4900 | 0.02 | - | | 0.2291 | 4950 | 0.014 | - | | 0.2314 | 5000 | 0.0141 | - | | 0.2338 | 5050 | 0.0163 | - | | 0.2361 | 5100 | 0.0161 | - | | 0.2384 | 5150 | 0.0123 | - | | 0.2407 | 5200 | 0.0164 | - | | 0.2430 | 5250 | 0.0161 | - | | 0.2453 | 5300 | 0.0152 | - | | 0.2477 | 5350 | 0.0174 | - | | 0.2500 | 5400 | 0.0123 | - | | 0.2523 | 5450 | 0.0157 | - | | 0.2546 | 5500 | 0.0201 | - | | 0.2569 | 5550 | 0.0139 | - | | 0.2592 | 5600 | 0.0137 | - | | 0.2615 | 5650 | 0.0153 | - | | 0.2639 | 5700 | 0.0167 | - | | 0.2662 | 5750 | 0.0099 | - | | 0.2685 | 5800 | 0.0075 | - | | 0.2708 | 5850 | 0.0117 | - | | 0.2731 | 5900 | 0.0106 | - | | 0.2754 | 5950 | 0.0176 | - | | 0.2777 | 6000 | 0.0154 | - | | 0.2801 | 6050 | 0.0091 | - | | 0.2824 | 6100 | 0.0133 | - | | 0.2847 | 6150 | 0.0138 | - | | 0.2870 | 6200 | 0.0142 | - | | 0.2893 | 6250 | 0.0181 | - | | 0.2916 | 6300 | 0.0102 | - | | 0.2939 | 6350 | 0.0145 | - | | 0.2963 | 6400 | 0.0115 | - | | 0.2986 | 6450 | 0.0128 | - | | 0.3009 | 6500 | 0.0117 | - | | 0.3032 | 6550 | 0.015 | - | | 0.3055 | 6600 | 0.0119 | - | | 0.3078 | 6650 | 0.0076 | - | | 0.3101 | 6700 | 0.0103 | - | | 0.3125 | 6750 | 0.008 | - | | 0.3148 | 6800 | 0.01 | - | | 0.3171 | 6850 | 0.0103 | - | | 0.3194 | 6900 | 0.0102 | - | | 0.3217 | 6950 | 0.0115 | - | | 0.3240 | 7000 | 0.011 | - | | 0.3263 | 7050 | 0.0112 | - | | 0.3287 | 7100 | 0.01 | - | | 0.3310 | 7150 | 0.0123 | - | | 0.3333 | 7200 | 0.0085 | - | | 0.3356 | 7250 | 0.0085 | - | | 0.3379 | 7300 | 0.011 | - | | 0.3402 | 7350 | 0.0126 | - | | 0.3425 | 7400 | 0.0078 | - | | 0.3449 | 7450 | 0.0097 | - | | 0.3472 | 7500 | 0.007 | - | | 0.3495 | 7550 | 0.0152 | - | | 0.3518 | 7600 | 0.0098 | - | | 0.3541 | 7650 | 0.0095 | - | | 0.3564 | 7700 | 0.0095 | - | | 0.3587 | 7750 | 0.0105 | - | | 0.3611 | 7800 | 0.0122 | - | | 0.3634 | 7850 | 0.0101 | - | | 0.3657 | 7900 | 0.0127 | - | | 0.3680 | 7950 | 0.0114 | - | | 0.3703 | 8000 | 0.0111 | - | | 0.3726 | 8050 | 0.0092 | - | | 0.3749 | 8100 | 0.0092 | - | | 0.3773 | 8150 | 0.0111 | - | | 0.3796 | 8200 | 0.0084 | - | | 0.3819 | 8250 | 0.0064 | - | | 0.3842 | 8300 | 0.0101 | - | | 0.3865 | 8350 | 0.0125 | - | | 0.3888 | 8400 | 0.0139 | - | | 0.3911 | 8450 | 0.0083 | - | | 0.3935 | 8500 | 0.0071 | - | | 0.3958 | 8550 | 0.0061 | - | | 0.3981 | 8600 | 0.0062 | - | | 0.4004 | 8650 | 0.0084 | - | | 0.4027 | 8700 | 0.0097 | - | | 0.4050 | 8750 | 0.0089 | - | | 0.4074 | 8800 | 0.0078 | - | | 0.4097 | 8850 | 0.012 | - | | 0.4120 | 8900 | 0.0047 | - | | 0.4143 | 8950 | 0.0085 | - | | 0.4166 | 9000 | 0.0112 | - | | 0.4189 | 9050 | 0.01 | - | | 0.4212 | 9100 | 0.0101 | - | | 0.4236 | 9150 | 0.0093 | - | | 0.4259 | 9200 | 0.0143 | - | | 0.4282 | 9250 | 0.0111 | - | | 0.4305 | 9300 | 0.0079 | - | | 0.4328 | 9350 | 0.009 | - | | 0.4351 | 9400 | 0.0103 | - | | 0.4374 | 9450 | 0.0098 | - | | 0.4398 | 9500 | 0.0123 | - | | 0.4421 | 9550 | 0.011 | - | | 0.4444 | 9600 | 0.0034 | - | | 0.4467 | 9650 | 0.0027 | - | | 0.4490 | 9700 | 0.005 | - | | 0.4513 | 9750 | 0.0053 | - | | 0.4536 | 9800 | 0.0084 | - | | 0.4560 | 9850 | 0.0074 | - | | 0.4583 | 9900 | 0.0078 | - | | 0.4606 | 9950 | 0.0096 | - | | 0.4629 | 10000 | 0.0125 | - | | 0.4652 | 10050 | 0.0095 | - | | 0.4675 | 10100 | 0.0045 | - | | 0.4698 | 10150 | 0.0054 | - | | 0.4722 | 10200 | 0.0084 | - | | 0.4745 | 10250 | 0.009 | - | | 0.4768 | 10300 | 0.0089 | - | | 0.4791 | 10350 | 0.0069 | - | | 0.4814 | 10400 | 0.0092 | - | | 0.4837 | 10450 | 0.0067 | - | | 0.4860 | 10500 | 0.0073 | - | | 0.4884 | 10550 | 0.008 | - | | 0.4907 | 10600 | 0.0073 | - | | 0.4930 | 10650 | 0.007 | - | | 0.4953 | 10700 | 0.0088 | - | | 0.4976 | 10750 | 0.0096 | - | | 0.4999 | 10800 | 0.008 | - | | 0.5022 | 10850 | 0.0101 | - | | 0.5046 | 10900 | 0.0099 | - | | 0.5069 | 10950 | 0.0102 | - | | 0.5092 | 11000 | 0.0051 | - | | 0.5115 | 11050 | 0.0079 | - | | 0.5138 | 11100 | 0.0077 | - | | 0.5161 | 11150 | 0.0078 | - | | 0.5184 | 11200 | 0.0055 | - | | 0.5208 | 11250 | 0.0056 | - | | 0.5231 | 11300 | 0.0108 | - | | 0.5254 | 11350 | 0.0078 | - | | 0.5277 | 11400 | 0.0061 | - | | 0.5300 | 11450 | 0.009 | - | | 0.5323 | 11500 | 0.0046 | - | | 0.5346 | 11550 | 0.0038 | - | | 0.5370 | 11600 | 0.005 | - | | 0.5393 | 11650 | 0.0085 | - | | 0.5416 | 11700 | 0.0067 | - | | 0.5439 | 11750 | 0.0087 | - | | 0.5462 | 11800 | 0.0078 | - | | 0.5485 | 11850 | 0.0113 | - | | 0.5508 | 11900 | 0.01 | - | | 0.5532 | 11950 | 0.0102 | - | | 0.5555 | 12000 | 0.0085 | - | | 0.5578 | 12050 | 0.0096 | - | | 0.5601 | 12100 | 0.0055 | - | | 0.5624 | 12150 | 0.0065 | - | | 0.5647 | 12200 | 0.009 | - | | 0.5671 | 12250 | 0.0081 | - | | 0.5694 | 12300 | 0.0103 | - | | 0.5717 | 12350 | 0.0058 | - | | 0.5740 | 12400 | 0.0084 | - | | 0.5763 | 12450 | 0.0077 | - | | 0.5786 | 12500 | 0.0073 | - | | 0.5809 | 12550 | 0.004 | - | | 0.5833 | 12600 | 0.0081 | - | | 0.5856 | 12650 | 0.0067 | - | | 0.5879 | 12700 | 0.0077 | - | | 0.5902 | 12750 | 0.0084 | - | | 0.5925 | 12800 | 0.0051 | - | | 0.5948 | 12850 | 0.0063 | - | | 0.5971 | 12900 | 0.0075 | - | | 0.5995 | 12950 | 0.0035 | - | | 0.6018 | 13000 | 0.006 | - | | 0.6041 | 13050 | 0.0062 | - | | 0.6064 | 13100 | 0.0072 | - | | 0.6087 | 13150 | 0.0042 | - | | 0.6110 | 13200 | 0.0089 | - | | 0.6133 | 13250 | 0.0077 | - | | 0.6157 | 13300 | 0.0054 | - | | 0.6180 | 13350 | 0.005 | - | | 0.6203 | 13400 | 0.0052 | - | | 0.6226 | 13450 | 0.0064 | - | | 0.6249 | 13500 | 0.004 | - | | 0.6272 | 13550 | 0.0055 | - | | 0.6295 | 13600 | 0.0061 | - | | 0.6319 | 13650 | 0.0032 | - | | 0.6342 | 13700 | 0.0068 | - | | 0.6365 | 13750 | 0.0069 | - | | 0.6388 | 13800 | 0.0034 | - | | 0.6411 | 13850 | 0.0044 | - | | 0.6434 | 13900 | 0.007 | - | | 0.6457 | 13950 | 0.0047 | - | | 0.6481 | 14000 | 0.0036 | - | | 0.6504 | 14050 | 0.0052 | - | | 0.6527 | 14100 | 0.0054 | - | | 0.6550 | 14150 | 0.0032 | - | | 0.6573 | 14200 | 0.006 | - | | 0.6596 | 14250 | 0.0061 | - | | 0.6619 | 14300 | 0.0085 | - | | 0.6643 | 14350 | 0.0046 | - | | 0.6666 | 14400 | 0.009 | - | | 0.6689 | 14450 | 0.0101 | - | | 0.6712 | 14500 | 0.0072 | - | | 0.6735 | 14550 | 0.0024 | - | | 0.6758 | 14600 | 0.0109 | - | | 0.6781 | 14650 | 0.0042 | - | | 0.6805 | 14700 | 0.0084 | - | | 0.6828 | 14750 | 0.0097 | - | | 0.6851 | 14800 | 0.0064 | - | | 0.6874 | 14850 | 0.0074 | - | | 0.6897 | 14900 | 0.0038 | - | | 0.6920 | 14950 | 0.0051 | - | | 0.6943 | 15000 | 0.0078 | - | | 0.6967 | 15050 | 0.0037 | - | | 0.6990 | 15100 | 0.0084 | - | | 0.7013 | 15150 | 0.0077 | - | | 0.7036 | 15200 | 0.0072 | - | | 0.7059 | 15250 | 0.0108 | - | | 0.7082 | 15300 | 0.0022 | - | | 0.7105 | 15350 | 0.0065 | - | | 0.7129 | 15400 | 0.0049 | - | | 0.7152 | 15450 | 0.0078 | - | | 0.7175 | 15500 | 0.0035 | - | | 0.7198 | 15550 | 0.0023 | - | | 0.7221 | 15600 | 0.0063 | - | | 0.7244 | 15650 | 0.0045 | - | | 0.7268 | 15700 | 0.0031 | - | | 0.7291 | 15750 | 0.0032 | - | | 0.7314 | 15800 | 0.0072 | - | | 0.7337 | 15850 | 0.0061 | - | | 0.7360 | 15900 | 0.0048 | - | | 0.7383 | 15950 | 0.0062 | - | | 0.7406 | 16000 | 0.006 | - | | 0.7430 | 16050 | 0.0055 | - | | 0.7453 | 16100 | 0.0041 | - | | 0.7476 | 16150 | 0.005 | - | | 0.7499 | 16200 | 0.0093 | - | | 0.7522 | 16250 | 0.0043 | - | | 0.7545 | 16300 | 0.0082 | - | | 0.7568 | 16350 | 0.0017 | - | | 0.7592 | 16400 | 0.003 | - | | 0.7615 | 16450 | 0.0061 | - | | 0.7638 | 16500 | 0.0051 | - | | 0.7661 | 16550 | 0.0089 | - | | 0.7684 | 16600 | 0.0041 | - | | 0.7707 | 16650 | 0.0068 | - | | 0.7730 | 16700 | 0.0057 | - | | 0.7754 | 16750 | 0.0047 | - | | 0.7777 | 16800 | 0.0049 | - | | 0.7800 | 16850 | 0.0039 | - | | 0.7823 | 16900 | 0.0075 | - | | 0.7846 | 16950 | 0.0067 | - | | 0.7869 | 17000 | 0.0063 | - | | 0.7892 | 17050 | 0.002 | - | | 0.7916 | 17100 | 0.0081 | - | | 0.7939 | 17150 | 0.0043 | - | | 0.7962 | 17200 | 0.004 | - | | 0.7985 | 17250 | 0.0048 | - | | 0.8008 | 17300 | 0.006 | - | | 0.8031 | 17350 | 0.0044 | - | | 0.8054 | 17400 | 0.0062 | - | | 0.8078 | 17450 | 0.0049 | - | | 0.8101 | 17500 | 0.0066 | - | | 0.8124 | 17550 | 0.007 | - | | 0.8147 | 17600 | 0.004 | - | | 0.8170 | 17650 | 0.0037 | - | | 0.8193 | 17700 | 0.0085 | - | | 0.8216 | 17750 | 0.0047 | - | | 0.8240 | 17800 | 0.0033 | - | | 0.8263 | 17850 | 0.0047 | - | | 0.8286 | 17900 | 0.0049 | - | | 0.8309 | 17950 | 0.0049 | - | | 0.8332 | 18000 | 0.0064 | - | | 0.8355 | 18050 | 0.0016 | - | | 0.8378 | 18100 | 0.0083 | - | | 0.8402 | 18150 | 0.0062 | - | | 0.8425 | 18200 | 0.0028 | - | | 0.8448 | 18250 | 0.0054 | - | | 0.8471 | 18300 | 0.0036 | - | | 0.8494 | 18350 | 0.0014 | - | | 0.8517 | 18400 | 0.0042 | - | | 0.8540 | 18450 | 0.0042 | - | | 0.8564 | 18500 | 0.0057 | - | | 0.8587 | 18550 | 0.006 | - | | 0.8610 | 18600 | 0.0059 | - | | 0.8633 | 18650 | 0.0025 | - | | 0.8656 | 18700 | 0.005 | - | | 0.8679 | 18750 | 0.0084 | - | | 0.8702 | 18800 | 0.0078 | - | | 0.8726 | 18850 | 0.0048 | - | | 0.8749 | 18900 | 0.0073 | - | | 0.8772 | 18950 | 0.0049 | - | | 0.8795 | 19000 | 0.005 | - | | 0.8818 | 19050 | 0.0075 | - | | 0.8841 | 19100 | 0.0078 | - | | 0.8865 | 19150 | 0.0037 | - | | 0.8888 | 19200 | 0.0042 | - | | 0.8911 | 19250 | 0.005 | - | | 0.8934 | 19300 | 0.0084 | - | | 0.8957 | 19350 | 0.0034 | - | | 0.8980 | 19400 | 0.0033 | - | | 0.9003 | 19450 | 0.0036 | - | | 0.9027 | 19500 | 0.0089 | - | | 0.9050 | 19550 | 0.0026 | - | | 0.9073 | 19600 | 0.0017 | - | | 0.9096 | 19650 | 0.0028 | - | | 0.9119 | 19700 | 0.0052 | - | | 0.9142 | 19750 | 0.0092 | - | | 0.9165 | 19800 | 0.0063 | - | | 0.9189 | 19850 | 0.0057 | - | | 0.9212 | 19900 | 0.0042 | - | | 0.9235 | 19950 | 0.0064 | - | | 0.9258 | 20000 | 0.0023 | - | | 0.9281 | 20050 | 0.0043 | - | | 0.9304 | 20100 | 0.008 | - | | 0.9327 | 20150 | 0.0045 | - | | 0.9351 | 20200 | 0.0014 | - | | 0.9374 | 20250 | 0.0069 | - | | 0.9397 | 20300 | 0.0056 | - | | 0.9420 | 20350 | 0.0065 | - | | 0.9443 | 20400 | 0.0055 | - | | 0.9466 | 20450 | 0.0025 | - | | 0.9489 | 20500 | 0.0071 | - | | 0.9513 | 20550 | 0.0038 | - | | 0.9536 | 20600 | 0.002 | - | | 0.9559 | 20650 | 0.0038 | - | | 0.9582 | 20700 | 0.0044 | - | | 0.9605 | 20750 | 0.0022 | - | | 0.9628 | 20800 | 0.0014 | - | | 0.9651 | 20850 | 0.0075 | - | | 0.9675 | 20900 | 0.0042 | - | | 0.9698 | 20950 | 0.0065 | - | | 0.9721 | 21000 | 0.007 | - | | 0.9744 | 21050 | 0.0053 | - | | 0.9767 | 21100 | 0.0071 | - | | 0.9790 | 21150 | 0.0068 | - | | 0.9813 | 21200 | 0.0059 | - | | 0.9837 | 21250 | 0.0057 | - | | 0.9860 | 21300 | 0.0092 | - | | 0.9883 | 21350 | 0.0046 | - | | 0.9906 | 21400 | 0.0043 | - | | 0.9929 | 21450 | 0.0075 | - | | 0.9952 | 21500 | 0.0041 | - | | 0.9975 | 21550 | 0.0051 | - | | 0.9999 | 21600 | 0.0045 | - | ### Framework Versions - Python: 3.11.11 - SetFit: 1.1.1 - Sentence Transformers: 3.4.1 - Transformers: 4.48.3 - PyTorch: 2.6.0+cu124 - Datasets: 3.4.0 - Tokenizers: 0.21.0 ## Citation ### BibTeX ```bibtex @article{https://doi.org/10.48550/arxiv.2209.11055, doi = {10.48550/ARXIV.2209.11055}, url = {https://arxiv.org/abs/2209.11055}, author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren}, keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences}, title = {Efficient Few-Shot Learning Without Prompts}, publisher = {arXiv}, year = {2022}, copyright = {Creative Commons Attribution 4.0 International} } ```